Pandas Profiling Report

Dataset info

Number of variables	58
Number of observations	601
Missing cells	12925 (37.1%)
Duplicate rows	0 (0.0%)
Total size in memory	1.6 MiB
Average record size in memory	2.8 KiB

Variables types

CAT	58

Toggle Reproduction Information

Reproduction info

Date of analysis	2021-08-06 03:52:42.206486
Version	pandas-profiling v2.4.0
Command line	`pandas_profiling --config_file config.yaml [YOUR_FILE.csv]`
Download Configuration	config.yaml

Toggle Warnings

Warnings

`1` has 575 (95.7%) missing values	Missing
`12` has 45 (7.5%) missing values	Missing
`13` has 9 (1.5%) missing values	Missing
`15` has 219 (36.4%) missing values	Missing
`16` has 227 (37.8%) missing values	Missing
`17` has 219 (36.4%) missing values	Missing
`18` has 219 (36.4%) missing values	Missing
`19` has 262 (43.6%) missing values	Missing
`20` has 221 (36.8%) missing values	Missing
`21` has 219 (36.4%) missing values	Missing
`22` has 227 (37.8%) missing values	Missing
`23` has 229 (38.1%) missing values	Missing
`24` has 263 (43.8%) missing values	Missing
`25` has 220 (36.6%) missing values	Missing
`26` has 230 (38.3%) missing values	Missing
`27` has 220 (36.6%) missing values	Missing
`28` has 272 (45.3%) missing values	Missing
`31` has 287 (47.8%) missing values	Missing
`32` has 275 (45.8%) missing values	Missing
`33` has 289 (48.1%) missing values	Missing
`34` has 275 (45.8%) missing values	Missing
`35` has 290 (48.3%) missing values	Missing
`37` has 276 (45.9%) missing values	Missing
`38` has 278 (46.3%) missing values	Missing
`39` has 302 (50.2%) missing values	Missing
`40` has 302 (50.2%) missing values	Missing
`41` has 298 (49.6%) missing values	Missing
`42` has 283 (47.1%) missing values	Missing
`43` has 299 (49.8%) missing values	Missing
`44` has 281 (46.8%) missing values	Missing
`45` has 327 (54.4%) missing values	Missing
`46` has 558 (92.8%) missing values	Missing
`48` has 558 (92.8%) missing values	Missing
`49` has 69 (11.5%) missing values	Missing
`5` has 22 (3.7%) missing values	Missing
`50` has 69 (11.5%) missing values	Missing
`51` has 289 (48.1%) missing values	Missing
`52` has 289 (48.1%) missing values	Missing
`53` has 293 (48.8%) missing values	Missing
`64` has 374 (62.2%) missing values	Missing
`65` has 289 (48.1%) missing values	Missing
`66` has 298 (49.6%) missing values	Missing
`67` has 359 (59.7%) missing values	Missing
`68` has 359 (59.7%) missing values	Missing
`69` has 402 (66.9%) missing values	Missing
`78` has 367 (61.1%) missing values	Missing
`79` has 375 (62.4%) missing values	Missing
`df_index` has a high cardinality: 601 distinct values	Warning

1
Categorical

MISSING

Distinct count	5
Unique (%)	0.8%
Missing	575
Missing (%)	95.7%
Memory size	4.8 KiB

+	10
s	9
-	4
w	3

Toggle details

Value	Count	Frequency (%)
+	10	1.7%
s	9	1.5%
-	4	0.7%
w	3	0.5%
(Missing)	575	95.7%

Composition

Contains chars	True
Contains digits	False
Contains whitespace	False
Contains non-words	True

Length

Max length	3
Mean length	2.913477537
Min length	1

10
Categorical

Distinct count	6
Unique (%)	1.0%
Missing	2
Missing (%)	0.3%
Memory size	4.8 KiB

-	310
+	245
+w	24
w	12
c	8

Toggle details

Value	Count	Frequency (%)
-	310	51.6%
+	245	40.8%
+w	24	4.0%
w	12	2.0%
c	8	1.3%
(Missing)	2	0.3%

Composition

Contains chars	True
Contains digits	False
Contains whitespace	False
Contains non-words	True

Length

Max length	3
Mean length	1.046589018
Min length	1

11
Categorical

Distinct count	6
Unique (%)	1.0%
Missing	3
Missing (%)	0.5%
Memory size	4.8 KiB

+	383
-	189
-+	21
+w	4
w	1

Toggle details

Value	Count	Frequency (%)
+	383	63.7%
-	189	31.4%
-+	21	3.5%
+w	4	0.7%
w	1	0.2%
(Missing)	3	0.5%

Composition

Contains chars	True
Contains digits	False
Contains whitespace	False
Contains non-words	True

Length

Max length	3
Mean length	1.051580699
Min length	1

12
Categorical

MISSING

Distinct count	6
Unique (%)	1.0%
Missing	45
Missing (%)	7.5%
Memory size	4.8 KiB

-	473
+	32
w	28
-c	21
+w	2

Toggle details

Value	Count	Frequency (%)
-	473	78.7%
+	32	5.3%
w	28	4.7%
-c	21	3.5%
+w	2	0.3%
(Missing)	45	7.5%

Composition

Contains chars	True
Contains digits	False
Contains whitespace	False
Contains non-words	True

Length

Max length	3
Mean length	1.188019967
Min length	1

13
Categorical

MISSING

Distinct count	7
Unique (%)	1.2%
Missing	9
Missing (%)	1.5%
Memory size	4.8 KiB

-	502
+	40
-c	23
c	15
w	9

Toggle details

Value	Count	Frequency (%)
-	502	83.5%
+	40	6.7%
-c	23	3.8%
c	15	2.5%
w	9	1.5%
+w	3	0.5%
(Missing)	9	1.5%

Composition

Contains chars	True
Contains digits	False
Contains whitespace	False
Contains non-words	True

Length

Max length	3
Mean length	1.073211314
Min length	1

14
Categorical

Distinct count	6
Unique (%)	1.0%
Missing	1
Missing (%)	0.2%
Memory size	4.8 KiB

+	479
-	111
w	5
+w	3
-+	2

Toggle details

Value	Count	Frequency (%)
+	479	79.7%
-	111	18.5%
w	5	0.8%
+w	3	0.5%
-+	2	0.3%
(Missing)	1	0.2%

Composition

Contains chars	True
Contains digits	False
Contains whitespace	False
Contains non-words	True

Length

Max length	3
Mean length	1.011647255
Min length	1

15
Categorical

MISSING

Distinct count	5
Unique (%)	0.8%
Missing	219
Missing (%)	36.4%
Memory size	4.8 KiB

-	195
+	169
w	10
c	8

Toggle details

Value	Count	Frequency (%)
-	195	32.4%
+	169	28.1%
w	10	1.7%
c	8	1.3%
(Missing)	219	36.4%

Composition

Contains chars	True
Contains digits	False
Contains whitespace	False
Contains non-words	True

Length

Max length	3
Mean length	1.728785358
Min length	1

16
Categorical

MISSING

Distinct count	8
Unique (%)	1.3%
Missing	227
Missing (%)	37.8%
Memory size	4.8 KiB

-	213
+	95
w	32
-+	24
c	7
Other values (2)	3

Toggle details

Value	Count	Frequency (%)
-	213	35.4%
+	95	15.8%
w	32	5.3%
-+	24	4.0%
c	7	1.2%
+w	2	0.3%
d	1	0.2%
(Missing)	227	37.8%

Composition

Contains chars	True
Contains digits	False
Contains whitespace	False
Contains non-words	True

Length

Max length	3
Mean length	1.798668885
Min length	1

17
Categorical

MISSING

Distinct count	7
Unique (%)	1.2%
Missing	219
Missing (%)	36.4%
Memory size	4.8 KiB

-	245
+	95
+w	25
w	14
-+	2

Toggle details

Value	Count	Frequency (%)
-	245	40.8%
+	95	15.8%
+w	25	4.2%
w	14	2.3%
-+	2	0.3%
-w	1	0.2%
(Missing)	219	36.4%

Composition

Contains chars	True
Contains digits	False
Contains whitespace	False
Contains non-words	True

Length

Max length	3
Mean length	1.775374376
Min length	1

18
Categorical

MISSING

Distinct count	6
Unique (%)	1.0%
Missing	219
Missing (%)	36.4%
Memory size	4.8 KiB

-	268
+	85
-c	23
w	5
c	1

Toggle details

Value	Count	Frequency (%)
-	268	44.6%
+	85	14.1%
-c	23	3.8%
w	5	0.8%
c	1	0.2%
(Missing)	219	36.4%

Composition

Contains chars	True
Contains digits	False
Contains whitespace	False
Contains non-words	True

Length

Max length	3
Mean length	1.767054908
Min length	1

19
Categorical

MISSING

Distinct count	5
Unique (%)	0.8%
Missing	262
Missing (%)	43.6%
Memory size	4.8 KiB

-	230
+	101
d	7
-+	1

Toggle details

Value	Count	Frequency (%)
-	230	38.3%
+	101	16.8%
d	7	1.2%
-+	1	0.2%
(Missing)	262	43.6%

Composition

Contains chars	True
Contains digits	False
Contains whitespace	False
Contains non-words	True

Length

Max length	3
Mean length	1.873544093
Min length	1

2
Categorical

Distinct count	8
Unique (%)	1.3%
Missing	1
Missing (%)	0.2%
Memory size	4.8 KiB

+	415
-	154
-c	16
w	10
+w	3
Other values (2)	2

Toggle details

Value	Count	Frequency (%)
+	415	69.1%
-	154	25.6%
-c	16	2.7%
w	10	1.7%
+w	3	0.5%
-w	1	0.2%
-+	1	0.2%
(Missing)	1	0.2%

Composition

Contains chars	True
Contains digits	False
Contains whitespace	False
Contains non-words	True

Length

Max length	3
Mean length	1.038269551
Min length	1

20
Categorical

MISSING

Distinct count	6
Unique (%)	1.0%
Missing	221
Missing (%)	36.8%
Memory size	4.8 KiB

+	226
-	123
-c	16
w	12
+w	3

Toggle details

Value	Count	Frequency (%)
+	226	37.6%
-	123	20.5%
-c	16	2.7%
w	12	2.0%
+w	3	0.5%
(Missing)	221	36.8%

Composition

Contains chars	True
Contains digits	False
Contains whitespace	False
Contains non-words	True

Length

Max length	3
Mean length	1.767054908
Min length	1

21
Categorical

MISSING

Distinct count	7
Unique (%)	1.2%
Missing	219
Missing (%)	36.4%
Memory size	4.8 KiB

-	278
+	86
c	7
w	6
+w	3

Toggle details

Value	Count	Frequency (%)
-	278	46.3%
+	86	14.3%
c	7	1.2%
w	6	1.0%
+w	3	0.5%
-+	2	0.3%
(Missing)	219	36.4%

Composition

Contains chars	True
Contains digits	False
Contains whitespace	False
Contains non-words	True

Length

Max length	3
Mean length	1.737104825
Min length	1

22
Categorical

MISSING

Distinct count	5
Unique (%)	0.8%
Missing	227
Missing (%)	37.8%
Memory size	4.8 KiB

+	219
-	132
+w	21
w	2

Toggle details

Value	Count	Frequency (%)
+	219	36.4%
-	132	22.0%
+w	21	3.5%
w	2	0.3%
(Missing)	227	37.8%

Composition

Contains chars	True
Contains digits	False
Contains whitespace	False
Contains non-words	True

Length

Max length	3
Mean length	1.790349418
Min length	1

23
Categorical

MISSING

Distinct count	7
Unique (%)	1.2%
Missing	229
Missing (%)	38.1%
Memory size	4.8 KiB

-	223
+	99
w	25
+w	21
-+	3

Toggle details

Value	Count	Frequency (%)
-	223	37.1%
+	99	16.5%
w	25	4.2%
+w	21	3.5%
-+	3	0.5%
-c	1	0.2%
(Missing)	229	38.1%

Composition

Contains chars	True
Contains digits	False
Contains whitespace	False
Contains non-words	True

Length

Max length	3
Mean length	1.803660566
Min length	1

24
Categorical

MISSING

Distinct count	8
Unique (%)	1.3%
Missing	263
Missing (%)	43.8%
Memory size	4.8 KiB

+	197
-	106
-+	21
c	7
+w	5
Other values (2)	2

Toggle details

Value	Count	Frequency (%)
+	197	32.8%
-	106	17.6%
-+	21	3.5%
c	7	1.2%
+w	5	0.8%
-c	1	0.2%
w	1	0.2%
(Missing)	263	43.8%

Composition

Contains chars	True
Contains digits	False
Contains whitespace	False
Contains non-words	True

Length

Max length	3
Mean length	1.920133111
Min length	1

25
Categorical

MISSING

Distinct count	7
Unique (%)	1.2%
Missing	220
Missing (%)	36.6%
Memory size	4.8 KiB

+	227
-	110
-+	24
-c	15
+w	3

Toggle details

Value	Count	Frequency (%)
+	227	37.8%
-	110	18.3%
-+	24	4.0%
-c	15	2.5%
+w	3	0.5%
w	2	0.3%
(Missing)	220	36.6%

Composition

Contains chars	True
Contains digits	False
Contains whitespace	False
Contains non-words	True

Length

Max length	3
Mean length	1.801996672
Min length	1

26
Categorical

MISSING

Distinct count	7
Unique (%)	1.2%
Missing	230
Missing (%)	38.3%
Memory size	4.8 KiB

-	183
+	170
w	12
+w	3
-+	2

Toggle details

Value	Count	Frequency (%)
-	183	30.4%
+	170	28.3%
w	12	2.0%
+w	3	0.5%
-+	2	0.3%
d	1	0.2%
(Missing)	230	38.3%

Composition

Contains chars	True
Contains digits	False
Contains whitespace	False
Contains non-words	True

Length

Max length	3
Mean length	1.773710483
Min length	1

27
Categorical

MISSING

Distinct count	6
Unique (%)	1.0%
Missing	220
Missing (%)	36.6%
Memory size	4.8 KiB

+	258
-	101
w	16
+w	5
-+	1

Toggle details

Value	Count	Frequency (%)
+	258	42.9%
-	101	16.8%
w	16	2.7%
+w	5	0.8%
-+	1	0.2%
(Missing)	220	36.6%

Composition

Contains chars	True
Contains digits	False
Contains whitespace	False
Contains non-words	True

Length

Max length	3
Mean length	1.742096506
Min length	1

28
Categorical

MISSING

Distinct count	5
Unique (%)	0.8%
Missing	272
Missing (%)	45.3%
Memory size	4.8 KiB

+	215
-	94
w	19
-+	1

Toggle details

Value	Count	Frequency (%)
+	215	35.8%
-	94	15.6%
w	19	3.2%
-+	1	0.2%
(Missing)	272	45.3%

Composition

Contains chars	True
Contains digits	False
Contains whitespace	False
Contains non-words	True

Length

Max length	3
Mean length	1.906821963
Min length	1

3
Categorical

Distinct count	6
Unique (%)	1.0%
Missing	0
Missing (%)	0.0%
Memory size	4.8 KiB

+	404
-	169
-c	16
w	7
+w	3

Toggle details

Value	Count	Frequency (%)
+	404	67.2%
-	169	28.1%
-c	16	2.7%
w	7	1.2%
+w	3	0.5%
-+	2	0.3%

Composition

Contains chars	True
Contains digits	False
Contains whitespace	False
Contains non-words	True

Length

Max length	2
Mean length	1.034941764
Min length	1

31
Categorical

MISSING

Distinct count	5
Unique (%)	0.8%
Missing	287
Missing (%)	47.8%
Memory size	4.8 KiB

-	184
+	117
w	12
-+	1

Toggle details

Value	Count	Frequency (%)
-	184	30.6%
+	117	19.5%
w	12	2.0%
-+	1	0.2%
(Missing)	287	47.8%

Composition

Contains chars	True
Contains digits	False
Contains whitespace	False
Contains non-words	True

Length

Max length	3
Mean length	1.956738769
Min length	1

32
Categorical

MISSING

Distinct count	4
Unique (%)	0.7%
Missing	275
Missing (%)	45.8%
Memory size	4.8 KiB

+	280
-	43
w	3

Toggle details

Value	Count	Frequency (%)
+	280	46.6%
-	43	7.2%
w	3	0.5%
(Missing)	275	45.8%

Composition

Contains chars	True
Contains digits	False
Contains whitespace	False
Contains non-words	True

Length

Max length	3
Mean length	1.915141431
Min length	1

33
Categorical

MISSING

Distinct count	4
Unique (%)	0.7%
Missing	289
Missing (%)	48.1%
Memory size	4.8 KiB

+	217
-	90
w	5

Toggle details

Value	Count	Frequency (%)
+	217	36.1%
-	90	15.0%
w	5	0.8%
(Missing)	289	48.1%

Composition

Contains chars	True
Contains digits	False
Contains whitespace	False
Contains non-words	True

Length

Max length	3
Mean length	1.961730449
Min length	1

34
Categorical

MISSING

Distinct count	4
Unique (%)	0.7%
Missing	275
Missing (%)	45.8%
Memory size	4.8 KiB

-	255
+	64
w	7

Toggle details

Value	Count	Frequency (%)
-	255	42.4%
+	64	10.6%
w	7	1.2%
(Missing)	275	45.8%

Composition

Contains chars	True
Contains digits	False
Contains whitespace	False
Contains non-words	True

Length

Max length	3
Mean length	1.915141431
Min length	1

35
Categorical

MISSING

Distinct count	4
Unique (%)	0.7%
Missing	290
Missing (%)	48.3%
Memory size	4.8 KiB

-	264
+	34
w	13

Toggle details

Value	Count	Frequency (%)
-	264	43.9%
+	34	5.7%
w	13	2.2%
(Missing)	290	48.3%

Composition

Contains chars	True
Contains digits	False
Contains whitespace	False
Contains non-words	True

Length

Max length	3
Mean length	1.965058236
Min length	1

37
Categorical

MISSING

Distinct count	4
Unique (%)	0.7%
Missing	276
Missing (%)	45.9%
Memory size	4.8 KiB

-	240
+	74
w	11

Toggle details

Value	Count	Frequency (%)
-	240	39.9%
+	74	12.3%
w	11	1.8%
(Missing)	276	45.9%

Composition

Contains chars	True
Contains digits	False
Contains whitespace	False
Contains non-words	True

Length

Max length	3
Mean length	1.918469218
Min length	1

38
Categorical

MISSING

Distinct count	4
Unique (%)	0.7%
Missing	278
Missing (%)	46.3%
Memory size	4.8 KiB

-	169
+	150
+w	4

Toggle details

Value	Count	Frequency (%)
-	169	28.1%
+	150	25.0%
+w	4	0.7%
(Missing)	278	46.3%

Composition

Contains chars	True
Contains digits	False
Contains whitespace	False
Contains non-words	True

Length

Max length	3
Mean length	1.931780366
Min length	1

39
Categorical

MISSING

Distinct count	4
Unique (%)	0.7%
Missing	302
Missing (%)	50.2%
Memory size	4.8 KiB

-	290
+	7
w	2

Toggle details

Value	Count	Frequency (%)
-	290	48.3%
+	7	1.2%
w	2	0.3%
(Missing)	302	50.2%

Composition

Contains chars	True
Contains digits	False
Contains whitespace	False
Contains non-words	True

Length

Max length	3
Mean length	2.004991681
Min length	1

4
Categorical

Distinct count	5
Unique (%)	0.8%
Missing	0
Missing (%)	0.0%
Memory size	4.8 KiB

+	391
-	183
+w	21
w	4
-+	2

Toggle details

Value	Count	Frequency (%)
+	391	65.1%
-	183	30.4%
+w	21	3.5%
w	4	0.7%
-+	2	0.3%

Composition

Contains chars	True
Contains digits	False
Contains whitespace	False
Contains non-words	True

Length

Max length	2
Mean length	1.038269551
Min length	1

40
Categorical

MISSING

Distinct count	4
Unique (%)	0.7%
Missing	302
Missing (%)	50.2%
Memory size	4.8 KiB

-	235
+	57
w	7

Toggle details

Value	Count	Frequency (%)
-	235	39.1%
+	57	9.5%
w	7	1.2%
(Missing)	302	50.2%

Composition

Contains chars	True
Contains digits	False
Contains whitespace	False
Contains non-words	True

Length

Max length	3
Mean length	2.004991681
Min length	1

41
Categorical

MISSING

Distinct count	4
Unique (%)	0.7%
Missing	298
Missing (%)	49.6%
Memory size	4.8 KiB

-	295
+	5
+w	3

Toggle details

Value	Count	Frequency (%)
-	295	49.1%
+	5	0.8%
+w	3	0.5%
(Missing)	298	49.6%

Composition

Contains chars	True
Contains digits	False
Contains whitespace	False
Contains non-words	True

Length

Max length	3
Mean length	1.996672213
Min length	1

42
Categorical

MISSING

Distinct count	4
Unique (%)	0.7%
Missing	283
Missing (%)	47.1%
Memory size	4.8 KiB

-	181
+	118
w	19

Toggle details

Value	Count	Frequency (%)
-	181	30.1%
+	118	19.6%
w	19	3.2%
(Missing)	283	47.1%

Composition

Contains chars	True
Contains digits	False
Contains whitespace	False
Contains non-words	True

Length

Max length	3
Mean length	1.941763727
Min length	1

43
Categorical

MISSING

Distinct count	4
Unique (%)	0.7%
Missing	299
Missing (%)	49.8%
Memory size	4.8 KiB

+	210
-	86
w	6

Toggle details

Value	Count	Frequency (%)
+	210	34.9%
-	86	14.3%
w	6	1.0%
(Missing)	299	49.8%

Composition

Contains chars	True
Contains digits	False
Contains whitespace	False
Contains non-words	True

Length

Max length	3
Mean length	1.995008319
Min length	1

44
Categorical

MISSING

Distinct count	3
Unique (%)	0.5%
Missing	281
Missing (%)	46.8%
Memory size	4.8 KiB

-	166
+	154

Toggle details

Value	Count	Frequency (%)
-	166	27.6%
+	154	25.6%
(Missing)	281	46.8%

Composition

Contains chars	True
Contains digits	False
Contains whitespace	False
Contains non-words	True

Length

Max length	3
Mean length	1.935108153
Min length	1

45
Categorical

MISSING

Distinct count	3
Unique (%)	0.5%
Missing	327
Missing (%)	54.4%
Memory size	4.8 KiB

+	256
-	18

Toggle details

Value	Count	Frequency (%)
+	256	42.6%
-	18	3.0%
(Missing)	327	54.4%

Composition

Contains chars	True
Contains digits	False
Contains whitespace	False
Contains non-words	True

Length

Max length	3
Mean length	2.088186356
Min length	1

46
Categorical

MISSING

Distinct count	3
Unique (%)	0.5%
Missing	558
Missing (%)	92.8%
Memory size	4.8 KiB

+	41
-	2

Toggle details

Value	Count	Frequency (%)
+	41	6.8%
-	2	0.3%
(Missing)	558	92.8%

Composition

Contains chars	True
Contains digits	False
Contains whitespace	False
Contains non-words	True

Length

Max length	3
Mean length	2.856905158
Min length	1

48
Categorical

MISSING

Distinct count	2
Unique (%)	0.3%
Missing	558
Missing (%)	92.8%
Memory size	4.8 KiB

-	43

Toggle details

Value	Count	Frequency (%)
-	43	7.2%
(Missing)	558	92.8%

Composition

Contains chars	True
Contains digits	False
Contains whitespace	False
Contains non-words	True

Length

Max length	3
Mean length	2.856905158
Min length	1

49
Categorical

MISSING

Distinct count	4
Unique (%)	0.7%
Missing	69
Missing (%)	11.5%
Memory size	4.8 KiB

-	471
+	60
w	1

Toggle details

Value	Count	Frequency (%)
-	471	78.4%
+	60	10.0%
w	1	0.2%
(Missing)	69	11.5%

Composition

Contains chars	True
Contains digits	False
Contains whitespace	False
Contains non-words	True

Length

Max length	3
Mean length	1.229617304
Min length	1

5
Categorical

MISSING

Distinct count	6
Unique (%)	1.0%
Missing	22
Missing (%)	3.7%
Memory size	4.8 KiB

+	404
-	163
c	7
w	4
-+	1

Toggle details

Value	Count	Frequency (%)
+	404	67.2%
-	163	27.1%
c	7	1.2%
w	4	0.7%
-+	1	0.2%
(Missing)	22	3.7%

Composition

Contains chars	True
Contains digits	False
Contains whitespace	False
Contains non-words	True

Length

Max length	3
Mean length	1.074875208
Min length	1

50
Categorical

MISSING

Distinct count	3
Unique (%)	0.5%
Missing	69
Missing (%)	11.5%
Memory size	4.8 KiB

-	480
+	52

Toggle details

Value	Count	Frequency (%)
-	480	79.9%
+	52	8.7%
(Missing)	69	11.5%

Composition

Contains chars	True
Contains digits	False
Contains whitespace	False
Contains non-words	True

Length

Max length	3
Mean length	1.229617304
Min length	1

51
Categorical

MISSING

Distinct count	3
Unique (%)	0.5%
Missing	289
Missing (%)	48.1%
Memory size	4.8 KiB

+	304
-	8

Toggle details

Value	Count	Frequency (%)
+	304	50.6%
-	8	1.3%
(Missing)	289	48.1%

Composition

Contains chars	True
Contains digits	False
Contains whitespace	False
Contains non-words	True

Length

Max length	3
Mean length	1.961730449
Min length	1

52
Categorical

MISSING

Distinct count	3
Unique (%)	0.5%
Missing	289
Missing (%)	48.1%
Memory size	4.8 KiB

+	301
-	11

Toggle details

Value	Count	Frequency (%)
+	301	50.1%
-	11	1.8%
(Missing)	289	48.1%

Composition

Contains chars	True
Contains digits	False
Contains whitespace	False
Contains non-words	True

Length

Max length	3
Mean length	1.961730449
Min length	1

53
Categorical

MISSING

Distinct count	3
Unique (%)	0.5%
Missing	293
Missing (%)	48.8%
Memory size	4.8 KiB

-	208
+	100

Toggle details

Value	Count	Frequency (%)
-	208	34.6%
+	100	16.6%
(Missing)	293	48.8%

Composition

Contains chars	True
Contains digits	False
Contains whitespace	False
Contains non-words	True

Length

Max length	3
Mean length	1.975041597
Min length	1

6
Categorical

Distinct count	7
Unique (%)	1.2%
Missing	1
Missing (%)	0.2%
Memory size	4.8 KiB

+	458
-	117
w	11
c	8
+w	5

Toggle details

Value	Count	Frequency (%)
+	458	76.2%
-	117	19.5%
w	11	1.8%
c	8	1.3%
+w	5	0.8%
-+	1	0.2%
(Missing)	1	0.2%

Composition

Contains chars	True
Contains digits	False
Contains whitespace	False
Contains non-words	True

Length

Max length	3
Mean length	1.013311148
Min length	1

64
Categorical

MISSING

Distinct count	3
Unique (%)	0.5%
Missing	374
Missing (%)	62.2%
Memory size	4.8 KiB

-	218
+	9

Toggle details

Value	Count	Frequency (%)
-	218	36.3%
+	9	1.5%
(Missing)	374	62.2%

Composition

Contains chars	True
Contains digits	False
Contains whitespace	False
Contains non-words	True

Length

Max length	3
Mean length	2.244592346
Min length	1

65
Categorical

MISSING

Distinct count	3
Unique (%)	0.5%
Missing	289
Missing (%)	48.1%
Memory size	4.8 KiB

-	217
+	95

Toggle details

Value	Count	Frequency (%)
-	217	36.1%
+	95	15.8%
(Missing)	289	48.1%

Composition

Contains chars	True
Contains digits	False
Contains whitespace	False
Contains non-words	True

Length

Max length	3
Mean length	1.961730449
Min length	1

66
Categorical

MISSING

Distinct count	3
Unique (%)	0.5%
Missing	298
Missing (%)	49.6%
Memory size	4.8 KiB

-	225
+	78

Toggle details

Value	Count	Frequency (%)
-	225	37.4%
+	78	13.0%
(Missing)	298	49.6%

Composition

Contains chars	True
Contains digits	False
Contains whitespace	False
Contains non-words	True

Length

Max length	3
Mean length	1.991680532
Min length	1

67
Categorical

MISSING

Distinct count	3
Unique (%)	0.5%
Missing	359
Missing (%)	59.7%
Memory size	4.8 KiB

-	130
+	112

Toggle details

Value	Count	Frequency (%)
-	130	21.6%
+	112	18.6%
(Missing)	359	59.7%

Composition

Contains chars	True
Contains digits	False
Contains whitespace	False
Contains non-words	True

Length

Max length	3
Mean length	2.194675541
Min length	1

68
Categorical

MISSING

Distinct count	4
Unique (%)	0.7%
Missing	359
Missing (%)	59.7%
Memory size	4.8 KiB

-	132
+	109
w	1

Toggle details

Value	Count	Frequency (%)
-	132	22.0%
+	109	18.1%
w	1	0.2%
(Missing)	359	59.7%

Composition

Contains chars	True
Contains digits	False
Contains whitespace	False
Contains non-words	True

Length

Max length	3
Mean length	2.194675541
Min length	1

69
Categorical

MISSING

Distinct count	4
Unique (%)	0.7%
Missing	402
Missing (%)	66.9%
Memory size	4.8 KiB

+	176
-	14
w	9

Toggle details

Value	Count	Frequency (%)
+	176	29.3%
-	14	2.3%
w	9	1.5%
(Missing)	402	66.9%

Composition

Contains chars	True
Contains digits	False
Contains whitespace	False
Contains non-words	True

Length

Max length	3
Mean length	2.337770383
Min length	1

7
Categorical

Distinct count	5
Unique (%)	0.8%
Missing	0
Missing (%)	0.0%
Memory size	4.8 KiB

+	385
-	191
-+	21
+w	3
w	1

Toggle details

Value	Count	Frequency (%)
+	385	64.1%
-	191	31.8%
-+	21	3.5%
+w	3	0.5%
w	1	0.2%

Composition

Contains chars	True
Contains digits	False
Contains whitespace	False
Contains non-words	True

Length

Max length	2
Mean length	1.039933444
Min length	1

78
Categorical

MISSING

Distinct count	3
Unique (%)	0.5%
Missing	367
Missing (%)	61.1%
Memory size	4.8 KiB

-	140
+	94

Toggle details

Value	Count	Frequency (%)
-	140	23.3%
+	94	15.6%
(Missing)	367	61.1%

Composition

Contains chars	True
Contains digits	False
Contains whitespace	False
Contains non-words	True

Length

Max length	3
Mean length	2.221297837
Min length	1

79
Categorical

MISSING

Distinct count	3
Unique (%)	0.5%
Missing	375
Missing (%)	62.4%
Memory size	4.8 KiB

-	162
+	64

Toggle details

Value	Count	Frequency (%)
-	162	27.0%
+	64	10.6%
(Missing)	375	62.4%

Composition

Contains chars	True
Contains digits	False
Contains whitespace	False
Contains non-words	True

Length

Max length	3
Mean length	2.247920133
Min length	1

8
Categorical

Distinct count	5
Unique (%)	0.8%
Missing	3
Missing (%)	0.5%
Memory size	4.8 KiB

-	543
+	50
w	3
-+	2

Toggle details

Value	Count	Frequency (%)
-	543	90.3%
+	50	8.3%
w	3	0.5%
-+	2	0.3%
(Missing)	3	0.5%

Composition

Contains chars	True
Contains digits	False
Contains whitespace	False
Contains non-words	True

Length

Max length	3
Mean length	1.013311148
Min length	1

9
Categorical

Distinct count	7
Unique (%)	1.2%
Missing	6
Missing (%)	1.0%
Memory size	4.8 KiB

-	375
+	171
w	25
+w	21
-+	2

Toggle details

Value	Count	Frequency (%)
-	375	62.4%
+	171	28.5%
w	25	4.2%
+w	21	3.5%
-+	2	0.3%
-c	1	0.2%
(Missing)	6	1.0%

Composition

Contains chars	True
Contains digits	False
Contains whitespace	False
Contains non-words	True

Length

Max length	3
Mean length	1.059900166
Min length	1

df_index
Categorical

UNIQUE
HIGH CARDINALITY

Distinct count	601
Unique (%)	100.0%
Missing	0
Missing (%)	0.0%
Memory size	4.8 KiB

UFT.2015(L)7576	1
UFT.2014(L)6593	1
UFT.2014(L)6828	1
UFT.2014(L)6615	1
UFT.2015(L)7793	1
Other values (596)	596

Toggle details

Value	Count	Frequency (%)
UFT.2015(L)7576	1	0.2%
UFT.2014(L)6593	1	0.2%
UFT.2014(L)6828	1	0.2%
UFT.2014(L)6615	1	0.2%
UFT.2015(L)7793	1	0.2%
UFT.2014(L)7809	1	0.2%
UFT.2015(L)8565	1	0.2%
UFT.2014(L)6895	1	0.2%
UFT.2014(L)7844	1	0.2%
UFT.2014(L)7587	1	0.2%
Other values (591)	591	98.3%

Composition

Contains chars	True
Contains digits	True
Contains whitespace	False
Contains non-words	True

Length

Max length	16
Mean length	15
Min length	14

Phik (φk)
Recoded

First rows

	1	10	11	12	13	14	15	16	17	18	19	2	20	21	22	23	24	25	26	27	28	3	31	32	33	34	35	37	38	39	4	40	41	42	43	44	45	46	48	49	5	50	51	52	53	6	64	65	66	67	68	69	7	78	79	8	9	df_index
0	NaN	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	+	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	+	NaN	NaN	-	-	-	+	+	-	-	-	-	-	-	+	+	-	NaN	NaN	-	-	UFT.2014(L)6515
1	NaN	-	+	-	-	+	NaN	NaN	NaN	NaN	NaN	+	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	+	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	+	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	-	+	-	NaN	NaN	NaN	+	NaN	NaN	NaN	NaN	NaN	NaN	+	NaN	NaN	-	-	UFT.2014(L)6536
2	NaN	+	+	-	-	+	NaN	NaN	NaN	NaN	NaN	+	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	+	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	+	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	-	+	-	NaN	NaN	NaN	+	NaN	NaN	NaN	NaN	NaN	NaN	+	NaN	NaN	-	+	UFT.2014(L)6539
3	NaN	+	+	+	-	+	+	+	+	+	+	+	+	-	+	-	+	+	+	+	+	-	-	+	+	-	-	+	+	-	+	-	-	-	+	-	+	NaN	NaN	-	+	-	+	+	-	+	-	-	-	-	+	+	+	NaN	NaN	-	+	UFT.2014(L)6545
4	NaN	-	-	-	-	+	NaN	NaN	NaN	NaN	NaN	-	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	+	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	-	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	-	+	-	NaN	NaN	NaN	-	NaN	NaN	NaN	NaN	NaN	NaN	-	NaN	NaN	-	-	UFT.2014(L)6554
5	NaN	-	+	-	-	+	+	+	-	-	-	+	-	-	+	w	+	+	+	+	+	+	-	+	+	-	-	-	-	-	+	-	-	+	+	+	+	NaN	NaN	-	+	-	+	+	-	+	-	+	+	+	+	+	+	+	+	-	+	UFT.2014(L)6555
6	NaN	-	-	-	-	-	-	-	-	-	+	-	-	-	+	-	+	+	+	+	-	-	-	w	-	-	-	-	+	-	-	-	-	-	-	-	+	NaN	NaN	-	-	-	+	+	-	-	-	-	-	-	-	+	-	NaN	NaN	-	-	UFT.2014(L)6556
7	NaN	+	+	w	-	+	NaN	NaN	NaN	NaN	NaN	+	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	+	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	+	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	-	+	-	NaN	NaN	NaN	+	NaN	NaN	NaN	NaN	NaN	NaN	+	NaN	NaN	-	+	UFT.2014(L)6564
8	NaN	+	+	-	-	+	NaN	NaN	NaN	NaN	NaN	+	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	+	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	+	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	-	+	-	NaN	NaN	NaN	+	NaN	NaN	NaN	NaN	NaN	NaN	+	NaN	NaN	-	+	UFT.2014(L)6566
9	NaN	-	-	-	-	-	-	-	-	-	-	+	-	-	-	-	-	-	-	-	-	+	+	+	-	-	-	-	-	-	-	+	-	-	+	-	+	NaN	NaN	-	-	-	+	+	-	-	-	-	-	+	+	+	-	+	-	-	-	UFT.2014(L)6567

Last rows

	1	10	11	12	13	14	15	16	17	18	19	2	20	21	22	23	24	25	26	27	28	3	31	32	33	34	35	37	38	39	4	40	41	42	43	44	45	46	48	49	5	50	51	52	53	6	64	65	66	67	68	69	7	78	79	8	9	df_index
591	NaN	+w	-+	-c	-c	+	+	-+	+w	-c	+	+	+	-	+w	+w	-+	-+	+	+	NaN	+	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	+w	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	+	NaN	NaN	NaN	NaN	+	NaN	NaN	NaN	NaN	NaN	NaN	-+	NaN	NaN	-	+w	UFT.2015(L)8570
592	NaN	+w	-+	-c	-c	+	+	-+	+w	-c	+	+	+	-	+w	+w	-+	-+	+	+	NaN	+	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	+w	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	+	NaN	NaN	NaN	NaN	+	NaN	NaN	NaN	NaN	NaN	NaN	-+	NaN	NaN	-	+w	UFT.2015(L)8571
593	NaN	+w	-+	-c	-c	+	+	-+	+w	-c	+	+	+	-	+w	+w	-+	-+	+	+	NaN	+	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	+w	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	+	NaN	NaN	NaN	NaN	+	NaN	NaN	NaN	NaN	NaN	NaN	-+	NaN	NaN	-	+w	UFT.2015(L)8572
594	NaN	-	+w	-	-	+	-	-	+w	-	+	+	+	+	+	-	+	+	d	+	NaN	-c	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	+	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	+	NaN	NaN	NaN	NaN	+	NaN	NaN	NaN	NaN	NaN	NaN	+	NaN	NaN	-	-	UFT.2015(L)8573
595	NaN	-	-	-	-	-+	-	-	-	-	+	-	+	-	-	-	-	-	-	-	-	-	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	-	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	-	NaN	NaN	NaN	NaN	-	NaN	NaN	NaN	NaN	NaN	NaN	-	NaN	NaN	-	-	UFT.2015(L)8574
596	NaN	+w	-+	-c	-c	+	+	-+	+w	-c	+	+	+	-	+w	+w	-+	-+	+	+	NaN	+	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	+w	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	+	NaN	NaN	NaN	NaN	+	NaN	NaN	NaN	NaN	NaN	NaN	-+	NaN	NaN	-	+w	UFT.2015(L)8576
597	NaN	+w	-+	-c	-c	+	+	-+	+w	-c	+	+	+	-	+w	+w	-+	-+	+	+	NaN	+	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	+w	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	+	NaN	NaN	NaN	NaN	+	NaN	NaN	NaN	NaN	NaN	NaN	-+	NaN	NaN	-	+w	UFT.2015(L)8577
598	NaN	-	-	-	-	-+	-	-	-	-	+	-	+	-	-	-	-	-	-	-	-	-	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	-	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	-	NaN	NaN	NaN	NaN	-	NaN	NaN	NaN	NaN	NaN	NaN	-	NaN	NaN	-	-	UFT.2015(L)8578
599	NaN	+w	-+	-c	-c	+	+	-+	+w	-c	+	+	+	-	+w	+w	-+	-+	+	+	NaN	+	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	+w	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	+	NaN	NaN	NaN	NaN	+	NaN	NaN	NaN	NaN	NaN	NaN	-+	NaN	NaN	-	+w	UFT.2015(L)8579
600	NaN	+w	-+	-c	-c	+	+	-+	+w	-c	+	+	+	-	+w	+w	-+	-+	+	+	NaN	+	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	+w	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	+	NaN	NaN	NaN	NaN	+	NaN	NaN	NaN	NaN	NaN	NaN	-+	NaN	NaN	-	+w	UFT.2015(L)8580

Overview

Variables

Correlations

Missing values

Sample

First rows

Last rows